{"id":24738,"date":"2025-04-22T14:24:11","date_gmt":"2025-04-22T12:24:11","guid":{"rendered":"https:\/\/daisec.de\/?page_id=24738"},"modified":"2025-04-23T15:48:24","modified_gmt":"2025-04-23T13:48:24","slug":"komplexe-richtlinien-einfach-erklaert-ein-ki-chatbot-fuer-den-bundesverband-metall","status":"publish","type":"page","link":"https:\/\/daisec.de\/en\/praxisbeispiele\/komplexe-richtlinien-einfach-erklaert-ein-ki-chatbot-fuer-den-bundesverband-metall\/","title":{"rendered":"Complex guidelines explained simply: an AI chatbot for the Bundesverband Metall\u00a0"},"content":{"rendered":"<div data-colibri-id=\"24738-c1\" class=\"style-7620 style-local-24738-c1 position-relative\">\n  <!---->\n  <div data-colibri-component=\"section\" data-colibri-id=\"24738-c2\" id=\"reusable-sections-10\" class=\"h-section h-section-global-spacing d-flex align-items-lg-center align-items-md-center align-items-center style-7783 style-local-24738-c2 position-relative\">\n    <!---->\n    <!---->\n    <div class=\"h-section-grid-container h-section-fluid-container\">\n      <!---->\n      <div data-colibri-id=\"24738-c3\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-7784 style-local-24738-c3 position-relative\">\n        <div class=\"background-wrapper\">\n          <div class=\"background-layer background-layer-media-container-lg\">\n            <!---->\n            <div class=\"overlay-layer\">\n              <div class=\"overlay-image-layer\" style=\"background-image: linear-gradient(90deg, rgb(55, 92, 103) 40%, rgba(61, 140, 137, 0) 100%);\"><\/div>\n            <\/div>\n          <\/div>\n          <div class=\"background-layer background-layer-media-container-md\">\n            <!---->\n            <div class=\"overlay-layer\">\n              <div class=\"overlay-image-layer\" style=\"background-image: linear-gradient(90deg, rgb(55, 92, 103) 40%, rgba(61, 140, 137, 0) 100%);\"><\/div>\n            <\/div>\n          <\/div>\n          <div class=\"background-layer background-layer-media-container\">\n            <!---->\n            <div class=\"overlay-layer\">\n              <div class=\"overlay-image-layer\" style=\"background-image: linear-gradient(90deg, rgba(61, 140, 137, 0.8) 100%, rgba(61, 140, 137, 0) 0%);\"><\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n        <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7785-outer style-local-24738-c4-outer\">\n            <div data-colibri-id=\"24738-c4\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-7785 style-local-24738-c4 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                <!---->\n                <div data-colibri-id=\"24738-c5\" class=\"h-lead h-text h-text-component style-7787 style-local-24738-c5 position-relative h-element\">\n                  <!---->\n                  <!---->\n                  <div class=\"\">\n                    <p>A chatbot that explains complex railing guidelines in an understandable way? This is not only possible, but has already been successfully realised. In collaboration with the Bundesverband Metall, DAISEC has developed a specialised chatbot that provides precise answers to questions about the extensive railing guidelines. <\/p>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n  <div data-colibri-component=\"section\" data-colibri-id=\"24738-c6\" id=\"reusable-sections-5\" class=\"h-section h-section-global-spacing d-flex align-items-lg-center align-items-md-center align-items-center style-7679 style-local-24738-c6 position-relative\">\n    <!---->\n    <!---->\n    <div class=\"h-section-grid-container h-section-boxed-container\">\n      <!---->\n      <div data-colibri-id=\"24738-c7\" class=\"h-row-container gutters-row-lg-2 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-2 gutters-row-v-md-1 gutters-row-v-2 style-7680 style-local-24738-c7 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-2 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-2 gutters-col-v-md-1 gutters-col-v-2\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-12 h-col-md-12 h-col-12 style-7681-outer style-local-24738-c8-outer\">\n            <div data-colibri-id=\"24738-c8\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-1 h-px-2 v-inner-lg-2 v-inner-md-1 v-inner-2 style-7681 style-local-24738-c8 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"24738-c9\" class=\"h-global-transition-all h-heading style-7682 style-local-24738-c9 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-7682 style-local-24738-c9\">\n                    <!---->\n                    <!---->\n                    <h5 class=\"\">Challenges with complex documents <\/h5>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"24738-c10\" class=\"h-text h-text-component style-7683 style-local-24738-c10 position-relative h-element\">\n                  <!---->\n                  <!---->\n                  <div class=\"\">\n                    <p>The railing guideline of the Bundesverband Metall is a technical document that defines the standards and requirements for the construction, installation and safety of railings in various scenarios. It includes detailed instructions and technical specifications to ensure that all railings meet the highest safety and quality standards. <\/p>\n                    <p>The more than 50-page guideline with its numerous tables and cross-references placed special demands on the technical implementation of the chatbot. The usual OpenAI Assistants API, which is well suited for simple customer enquiries, reached its limits here. The DAISEC experts therefore opted for an advanced approach with established RAG frameworks (Retrieval Augmented Generation), which enable more precise processing of extensive documents.\n                      <\/p>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"24738-c11\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-7688 style-local-24738-c11 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7689-outer style-local-24738-c12-outer\">\n                      <div data-colibri-id=\"24738-c12\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-7689 style-local-24738-c12 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"24738-c13\" class=\"h-global-transition-all h-heading style-7682 style-local-24738-c13 position-relative h-element\">\n                            <!---->\n                            <div class=\"h-heading__outer style-7682 style-local-24738-c13\">\n                              <!---->\n                              <!---->\n                              <h5 class=\"\">Innovative technical solution through collaboration <\/h5>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"24738-c14\" class=\"h-text h-text-component style-7683 style-local-24738-c14 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>The system was evaluated in close cooperation with a terrain expert from the federal association. To this end, the team developed specific questions to continuously analyse and improve the quality of the answers generated.\n                                <\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"24738-c15\" class=\"h-global-transition-all h-heading style-7682 style-local-24738-c15 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-7682 style-local-24738-c15\">\n                    <!---->\n                    <!---->\n                    <h5 class=\"\">Technical development and optimisation <\/h5>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"24738-c16\" class=\"h-text h-text-component style-7683 style-local-24738-c16 position-relative h-element\">\n                  <!---->\n                  <!---->\n                  <div class=\"\">\n                    <p>The response quality has been continuously improved through various measures:<\/p>\n                    <ul>\n                      <li>Systematic evaluation of the context to identify sources of error, thereby optimising the relevance of the document sections provided;<\/li>\n                      <li>Continuous adaptation of the machine-readable version of the policy to ensure optimal processing by the AI system;<\/li>\n                      <li>Integration of modern open source language models such as Llama 3.3 and Deepseek-V3, which enable larger context windows at lower costs.<\/li>\n                    <\/ul>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"24738-c17\" class=\"h-global-transition-all h-heading style-7682 style-local-24738-c17 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-7682 style-local-24738-c17\">\n                    <!---->\n                    <!---->\n                    <h5 class=\"\">User-friendly implementation <\/h5>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"24738-c18\" class=\"h-text h-text-component style-7683 style-local-24738-c18 position-relative h-element\">\n                  <!---->\n                  <!---->\n                  <div class=\"\">\n                    <p>Following successful optimisation, an intuitive web interface was developed for using the chatbot. Users can use a sidebar to select important parameters such as federal state, fall height and type of housing construction, as these influence the requirements for the railings needed and are changed more frequently. The chatbot thus provides customised answers to the required guidelines based on the parameters. An integrated feedback system enables continuous monitoring of the answers with the help of user feedback. <\/p>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"24738-c19\" class=\"h-global-transition-all h-heading style-7682 style-local-24738-c19 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-7682 style-local-24738-c19\">\n                    <!---->\n                    <!---->\n                    <h5 class=\"\">Successful validation of the concept <\/h5>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"24738-c20\" class=\"h-text h-text-component style-7683 style-local-24738-c20 position-relative h-element\">\n                  <!---->\n                  <!---->\n                  <div class=\"\">\n                    <p>The project has proven to be a successful proof of concept for a policy chatbot that has convinced even sceptical experts of the quality of the answers. Even though features such as complex database schemas, rate limiting or automated A\/B tests were not used, the project clearly demonstrates the potential of AI-supported assistance systems for the interpretation of complex guidelines. <\/p>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"24738-c21\" class=\"h-global-transition-all h-heading style-7682 style-local-24738-c21 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-7682 style-local-24738-c21\">\n                    <!---->\n                    <!---->\n                    <h5 class=\"\">Possible applications <\/h5>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"24738-c22\" class=\"h-text h-text-component style-7683 style-local-24738-c22 position-relative h-element\">\n                  <!---->\n                  <!---->\n                  <div class=\"\">\n                    <p>The chatbot developed demonstrates how artificial intelligence can make complex technical guidelines accessible. This opens up prospects for similar applications in other technical areas where precise interpretation of regulations is required. <\/p>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"24738-c23\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-7694 style-local-24738-c23 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7695-outer style-local-24738-c24-outer\">\n            <div data-colibri-id=\"24738-c24\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-3 h-px-md-3 h-px-3 v-inner-lg-3 v-inner-md-3 v-inner-3 style-7695 style-local-24738-c24 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"24738-c25\" class=\"h-global-transition-all h-heading style-7696 style-local-24738-c25 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-7696 style-local-24738-c25\">\n                    <!---->\n                    <!---->\n                    <h5 class=\"\">Your DAISEC contact<\/h5>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"24738-c26\" class=\"style-7697 style-local-24738-c26 position-relative h-element\">\n                  <!---->\n                <\/div>\n                <div data-colibri-id=\"24738-c27\" class=\"h-text h-text-component style-7698 style-local-24738-c27 position-relative h-element\">\n                  <!---->\n                  <!---->\n                  <div class=\"\">\n                    <p><span style=\"font-weight: 400;\">If you have any questions or would like to find out more about how you can use AI chatbots in your business<\/span>&nbsp;<span style=\"font-weight: 400;\">we\u2019d be happy to help you get started with this cutting-edge technology.<\/span><\/p>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"24738-c28\" class=\"style-7699 style-local-24738-c28 position-relative h-element\">\n                  <!---->\n                <\/div>\n                <div data-colibri-id=\"24738-c29\" class=\"style-7697 style-local-24738-c29 position-relative h-element\">\n                  <!---->\n                <\/div>\n                <div data-colibri-id=\"24738-c30\" class=\"d-block style-7700 style-local-24738-c30 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-image__frame-container-outer\">\n                    <div class=\"h-image__frame-container\">\n                      <!---->\n                      <!---->\n                      <img decoding=\"async\" width=\"1080\" height=\"1080\" data-src=\"https:\/\/daisec.de\/wp-content\/uploads\/2023\/05\/Laue-Julian-1.png\" class=\"wp-image-12896 style-7700-image style-local-24738-c30-image lazyload\" alt=\"\" data-srcset=\"https:\/\/daisec.de\/wp-content\/uploads\/2023\/05\/Laue-Julian-1.png 1080w, https:\/\/daisec.de\/wp-content\/uploads\/2023\/05\/Laue-Julian-1-300x300.png 300w, https:\/\/daisec.de\/wp-content\/uploads\/2023\/05\/Laue-Julian-1-1024x1024.png 1024w, https:\/\/daisec.de\/wp-content\/uploads\/2023\/05\/Laue-Julian-1-150x150.png 150w, https:\/\/daisec.de\/wp-content\/uploads\/2023\/05\/Laue-Julian-1-768x768.png 768w, https:\/\/daisec.de\/wp-content\/uploads\/2023\/05\/Laue-Julian-1-12x12.png 12w\" data-sizes=\"(max-width: 1080px) 100vw, 1080px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1080px; --smush-placeholder-aspect-ratio: 1080\/1080;\" \/>\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-7700-frameImage style-local-24738-c30-frameImage\"><\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"24738-c31\" class=\"h-global-transition-all h-heading style-7701 style-local-24738-c31 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-7701 style-local-24738-c31\">\n                    <!---->\n                    <!---->\n                    <a href=\"https:\/\/daisec.de\/en\/ueber-uns\/team\/vorstellung\/#julian-laue\" target=\"_blank\" h-use-smooth-scroll=\"true\">\n                      <h5 class=\"\">Julian Laue<\/h5>\n                    <\/a>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"24738-c32\" class=\"h-text h-text-component style-7702 style-local-24738-c32 position-relative h-element\">\n                  <!---->\n                  <!---->\n                  <div class=\"\">\n                    <p><span style=\"font-weight: 400; font-size: 13.608px; font-family: Montserrat; color: rgb(30, 37, 37);\">Expert for Artificial Intelligence<\/span><\/p>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"24738-c33\" class=\"h-x-container style-7703 style-local-24738-c33 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-x-container-inner style-dynamic-24738-c33-group style-7703-spacing style-local-24738-c33-spacing\"><span class=\"h-link__outer style-7704-outer style-local-24738-c34-outer d-inline-flex h-element\"><a h-use-smooth-scroll=\"true\" href=\"mailto:laue@daisec.de\"  data-colibri-id=\"24738-c34\" class=\"d-flex w-100 align-items-center h-link style-7704 style-local-24738-c34 position-relative\"><!----><!----> <span>laue@daisec.de<\/span><\/a>\n                    <\/span>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Ein Chatbot, der komplexe Gel\u00e4nder-Richtlinien verst\u00e4ndlich erkl\u00e4rt? Das ist nicht nur m\u00f6glich, sondern wurde bereits erfolgreich umgesetzt. In Zusammenarbeit mit dem Bundesverband Metall entwickelte der DAISEC einen spezialisierten Chatbot, der [&hellip;]<\/p>\n","protected":false},"author":25,"featured_media":0,"parent":10334,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/full-width-page.php","meta":{"_tec_requires_first_save":true,"_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false,"_EventAllDay":false,"_EventTimezone":"","_EventStartDate":"","_EventEndDate":"","_EventStartDateUTC":"","_EventEndDateUTC":"","_EventShowMap":false,"_EventShowMapLink":false,"_EventURL":"","_EventCost":"","_EventCostDescription":"","_EventCurrencySymbol":"","_EventCurrencyCode":"","_EventCurrencyPosition":"","_EventDateTimeSeparator":"","_EventTimeRangeSeparator":"","_EventOrganizerID":[],"_EventVenueID":[],"_OrganizerEmail":"","_OrganizerPhone":"","_OrganizerWebsite":"","_VenueAddress":"","_VenueCity":"","_VenueCountry":"","_VenueProvince":"","_VenueState":"","_VenueZip":"","_VenuePhone":"","_VenueURL":"","_VenueStateProvince":"","_VenueLat":"","_VenueLng":"","_VenueShowMap":false,"_VenueShowMapLink":false,"_tribe_blocks_recurrence_rules":"","_tribe_blocks_recurrence_description":"","_tribe_blocks_recurrence_exclusions":"","footnotes":"","_tec_slr_enabled":"","_tec_slr_layout":""},"class_list":["post-24738","page","type-page","status-publish","hentry"],"ticketed":false,"_links":{"self":[{"href":"https:\/\/daisec.de\/en\/wp-json\/wp\/v2\/pages\/24738","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/daisec.de\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/daisec.de\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/daisec.de\/en\/wp-json\/wp\/v2\/users\/25"}],"replies":[{"embeddable":true,"href":"https:\/\/daisec.de\/en\/wp-json\/wp\/v2\/comments?post=24738"}],"version-history":[{"count":5,"href":"https:\/\/daisec.de\/en\/wp-json\/wp\/v2\/pages\/24738\/revisions"}],"predecessor-version":[{"id":24804,"href":"https:\/\/daisec.de\/en\/wp-json\/wp\/v2\/pages\/24738\/revisions\/24804"}],"up":[{"embeddable":true,"href":"https:\/\/daisec.de\/en\/wp-json\/wp\/v2\/pages\/10334"}],"wp:attachment":[{"href":"https:\/\/daisec.de\/en\/wp-json\/wp\/v2\/media?parent=24738"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}